In the age of AI, the Grail is visibility. Not rankings - inclusion. When someone asks an LLM about your category, your brand is either in the answer or it isn't. Grail is how you get in.
LLMs don't serve links. They serve answers. Your brand is either part of that answer or it's invisible. This isn't a ranking problem - it's an existence problem.
Generative engines synthesise answers from authority signals, entity relationships, and citation chains. Your page-one position means nothing if AI doesn't cite you.
Schema, entity relationships, and structured authority matter now. The old SEO playbook doesn't translate to generative search. You need a new infrastructure.
Current tools don't track how AI models represent your brand. Without inclusion monitoring, you're optimising in the dark. Grail makes the invisible visible.
A deterministic pipeline that turns your content into measurable AI authority. Same inputs, same outputs - every time. Fully auditable.
Crawl & structure your content footprint
Map entities, territories & citations
Generate confidence scores & targets
Track brand mentions in AI outputs
Actionable recs to strengthen signals
Same inputs always produce identical outputs. Every result is reproducible, auditable, and explainable to a board.
All outputs validated against JSON schemas. Structured, machine-readable artefacts at every stage of the pipeline.
Cloud APIs for hard reasoning, local models for bulk processing. Intelligent routing optimises cost without sacrificing quality.
Track brand mention rate, citation presence, framing distribution, and territory coverage across AI-generated responses.
Identify where your brand is weakest in AI responses. Get severity-ranked gaps with specific actions to close them.
Process your entire content portfolio. Single documents or folders. Manifests track provenance across every run.
Grail processes your content through five deterministic stages, producing scored artefacts and actionable recommendations at each step.
Submit URLs or content directly. Grail crawls, parses, and structures your content into a normalised format ready for analysis.
Extract entities, territories, and relationships. Map the semantic structure that AI models use to determine authority and relevance.
Compute confidence scores and reinforcement targets. Identify which signals need strengthening to improve your AI inclusion.
Score how AI models represent your brand. Track mention rate, citation presence, and whether the framing is positive, neutral, or negative.
Receive prioritised recommendations with severity ratings. Know exactly what to fix, where to strengthen, and what's working already.
Book a 30-minute platform walkthrough. We'll run your content through the pipeline live and show you your inclusion score.
Request a Walkthrough →Four dashboard views give you complete visibility into your brand's AI authority - from high-level metrics to entity-level detail.
Overview - Mean score, inclusion rate, territory density, and framing distribution at a glance. Track progress over time.
Interactive dashboard preview coming soon. Request access for a live walkthrough.
We don't publish pricing because every content footprint is different. What we do offer: a scoped pilot with defined success criteria, baseline measurement, and honest evaluation at the end - including the option to walk away if the numbers don't work.
We'll run your brand through the Grail pipeline and show you your inclusion score. No charge. No obligation. Just the truth about how AI sees you.
Deterministic. Auditable. Every score explainable. Built by practitioners, not marketers.